Prepare Data for SVD Analysis¶

Creating folder svd_plots/columns-tempC-months-6_7_8_9
Creating svd file for columns-tempC-months-6_7_8_9

SVD¶

Loading svd file for columns-tempC-months-6_7_8_9

Precision of SVD Resconstrucion¶

Full Reconstruction & Lower Rank Reconstruction¶

Diff: 4.188998126592169e-14
Diff reconstruction: 0.25611653474570456

Average SVD Error¶

Dates to Concept - SVD_U¶

Towns to Concept - SVD_V¶

Singular Vector - SVD_S¶

'12923.14927249107; 711.1366269352964; 530.2114560202634; 377.99376273110187; 178.21499707261978; 178.06354093222149; 150.07240724935153; 115.35718796504129; 83.43561139927718; 71.11554051415392; 67.96297970598685; 4.450879807025326e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12; 1.2802755263133266e-12'

SVD Maps¶

Ploting map for k = 0
Ploting map for k = 1
Ploting map for k = 2
Ploting map for k = 3
Ploting map for k = 4

Export to HTML¶

[NbConvertApp] Converting notebook svd.ipynb to HTML
[NbConvertApp] Writing 6176866 bytes to output/columns-tempC-months-6_7_8_9_svd.html
[NbConvertApp] Converting notebook svd.ipynb to pdf
/home/HDD/00-Development/016-Diplomski/venv/lib/python3.9/site-packages/nbconvert/filters/datatypefilter.py:41: UserWarning: Your element with mimetype(s) dict_keys(['text/html']) is not able to be represented.
  warn(
[NbConvertApp] Support files will be in columns-tempC-months-6_7_8_9_svd_files/
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Making directory ./columns-tempC-months-6_7_8_9_svd_files
[NbConvertApp] Writing 64712 bytes to notebook.tex
[NbConvertApp] Building PDF
[NbConvertApp] Running xelatex 3 times: ['xelatex', 'notebook.tex', '-quiet']
[NbConvertApp] Running bibtex 1 time: ['bibtex', 'notebook']
[NbConvertApp] WARNING | bibtex had problems, most likely because there were no citations
[NbConvertApp] PDF successfully created
[NbConvertApp] Writing 7085918 bytes to output/columns-tempC-months-6_7_8_9_svd.pdf